Dataset statistics
| Number of variables | 29 |
|---|---|
| Number of observations | 24786 |
| Missing cells | 9563 |
| Missing cells (%) | 1.3% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 5.5 MiB |
| Average record size in memory | 232.0 B |
Variable types
| Numeric | 17 |
|---|---|
| Categorical | 12 |
categoria is highly imbalanced (82.1%) | Imbalance |
garantia is highly imbalanced (82.7%) | Imbalance |
forma_de_pago is highly imbalanced (59.0%) | Imbalance |
reestructurado is highly imbalanced (98.9%) | Imbalance |
ocupacion is highly imbalanced (62.5%) | Imbalance |
tipo_contrato is highly imbalanced (68.1%) | Imbalance |
clase is highly imbalanced (86.9%) | Imbalance |
tipo_vivienda has 4372 (17.6%) missing values | Missing |
tipo_contrato has 5191 (20.9%) missing values | Missing |
cedula is uniformly distributed | Uniform |
cedula has unique values | Unique |
tiempo_desembolso has 1102 (4.4%) zeros | Zeros |
diasmora has 15060 (60.8%) zeros | Zeros |
egreso_total has 4683 (18.9%) zeros | Zeros |
antiguedad_empresa has 5554 (22.4%) zeros | Zeros |
personas has 9305 (37.5%) zeros | Zeros |
aportes has 3128 (12.6%) zeros | Zeros |
antiguedad_entidad has 418 (1.7%) zeros | Zeros |
Reproduction
| Analysis started | 2024-03-12 12:38:07.996614 |
|---|---|
| Analysis finished | 2024-03-12 12:39:05.218559 |
| Duration | 57.22 seconds |
| Software version | ydata-profiling vv4.6.5 |
| Download configuration | config.json |
cedula
Real number (ℝ)
UNIFORM  UNIQUE 
| Distinct | 24786 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12393.5 |
| Minimum | 1 |
|---|---|
| Maximum | 24786 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 193.8 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1240.25 |
| Q1 | 6197.25 |
| median | 12393.5 |
| Q3 | 18589.75 |
| 95-th percentile | 23546.75 |
| Maximum | 24786 |
| Range | 24785 |
| Interquartile range (IQR) | 12392.5 |
Descriptive statistics
| Standard deviation | 7155.2462 |
|---|---|
| Coefficient of variation (CV) | 0.57733862 |
| Kurtosis | -1.2 |
| Mean | 12393.5 |
| Median Absolute Deviation (MAD) | 6196.5 |
| Skewness | 2.7536731 Ă— 10-17 |
| Sum | 3.0718529 Ă— 108 |
| Variance | 51197548 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 6754 | 1 | < 0.1% |
| 13535 | 1 | < 0.1% |
| 13573 | 1 | < 0.1% |
| 13577 | 1 | < 0.1% |
| 13578 | 1 | < 0.1% |
| 13579 | 1 | < 0.1% |
| 13580 | 1 | < 0.1% |
| 13581 | 1 | < 0.1% |
| 13582 | 1 | < 0.1% |
| 13583 | 1 | < 0.1% |
| Other values (24776) | 24776 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 | |
| 10 | 1 |
| Value | Count | Frequency (%) |
| 24786 | 1 | |
| 24785 | 1 | |
| 24784 | 1 | |
| 24783 | 1 | |
| 24782 | 1 | |
| 24781 | 1 | |
| 24780 | 1 | |
| 24779 | 1 | |
| 24778 | 1 | |
| 24777 | 1 |
oficina
Categorical
| Distinct | 9 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 193.8 KiB |
| Santa Fe | |
|---|---|
| Chapinero | |
| Usme | |
| San CristĂ³bal | |
| Usaquen | |
| Other values (4) |
Length
| Max length | 13 |
|---|---|
| Median length | 9 |
| Mean length | 7.8997821 |
| Min length | 4 |
Characters and Unicode
| Total characters | 195804 |
|---|---|
| Distinct characters | 27 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 2 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Santa Fe |
|---|---|
| 2nd row | Usaquen |
| 3rd row | Chapinero |
| 4th row | Santa Fe |
| 5th row | Chapinero |
Common Values
| Value | Count | Frequency (%) |
| Santa Fe | 4977 | |
| Chapinero | 4720 | |
| Usme | 3660 | |
| San CristĂ³bal | 3090 | |
| Usaquen | 2488 | |
| Tunjuelito | 1937 | 7.8% |
| Kennedy | 1597 | 6.4% |
| Tunal | 1465 | 5.9% |
| Bosa | 852 | 3.4% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| santa | 4977 | |
| fe | 4977 | |
| chapinero | 4720 | |
| usme | 3660 | |
| san | 3090 | |
| cristĂ³bal | 3090 | |
| usaquen | 2488 | |
| tunjuelito | 1937 | 5.9% |
| kennedy | 1597 | 4.9% |
| tunal | 1465 | 4.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 25659 | 13.1% |
| n | 21871 | 11.2% |
| e | 20976 | 10.7% |
| s | 10090 | 5.2% |
| t | 10004 | 5.1% |
| i | 9747 | 5.0% |
| S | 8067 | 4.1% |
| 8067 | 4.1% | |
| u | 7827 | 4.0% |
| C | 7810 | 4.0% |
| Other values (17) | 65686 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 154884 | |
| Uppercase Letter | 32853 | 16.8% |
| Space Separator | 8067 | 4.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 25659 | |
| n | 21871 | |
| e | 20976 | |
| s | 10090 | 6.5% |
| t | 10004 | 6.5% |
| i | 9747 | 6.3% |
| u | 7827 | 5.1% |
| r | 7810 | 5.0% |
| o | 7509 | 4.8% |
| l | 6492 | 4.2% |
| Other values (9) | 26899 |
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 8067 | |
| C | 7810 | |
| U | 6148 | |
| F | 4977 | |
| T | 3402 | |
| K | 1597 | 4.9% |
| B | 852 | 2.6% |
Space Separator
| Value | Count | Frequency (%) |
| 8067 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 187737 | |
| Common | 8067 | 4.1% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 25659 | |
| n | 21871 | 11.6% |
| e | 20976 | 11.2% |
| s | 10090 | 5.4% |
| t | 10004 | 5.3% |
| i | 9747 | 5.2% |
| S | 8067 | 4.3% |
| u | 7827 | 4.2% |
| C | 7810 | 4.2% |
| r | 7810 | 4.2% |
| Other values (16) | 57876 |
Common
| Value | Count | Frequency (%) |
| 8067 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 192714 | |
| None | 3090 | 1.6% |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 25659 | |
| n | 21871 | 11.3% |
| e | 20976 | 10.9% |
| s | 10090 | 5.2% |
| t | 10004 | 5.2% |
| i | 9747 | 5.1% |
| S | 8067 | 4.2% |
| 8067 | 4.2% | |
| u | 7827 | 4.1% |
| C | 7810 | 4.1% |
| Other values (16) | 62596 |
None
| Value | Count | Frequency (%) |
| Ă³ | 3090 |
categoria
Categorical
IMBALANCE 
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 193.8 KiB |
| A | |
|---|---|
| B | 843 |
| E | 304 |
| C | 162 |
| D | 145 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 24786 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | E |
|---|---|
| 2nd row | E |
| 3rd row | E |
| 4th row | E |
| 5th row | E |
Common Values
| Value | Count | Frequency (%) |
| A | 23332 | |
| B | 843 | 3.4% |
| E | 304 | 1.2% |
| C | 162 | 0.7% |
| D | 145 | 0.6% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| a | 23332 | |
| b | 843 | 3.4% |
| e | 304 | 1.2% |
| c | 162 | 0.7% |
| d | 145 | 0.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| A | 23332 | |
| B | 843 | 3.4% |
| E | 304 | 1.2% |
| C | 162 | 0.7% |
| D | 145 | 0.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 24786 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| A | 23332 | |
| B | 843 | 3.4% |
| E | 304 | 1.2% |
| C | 162 | 0.7% |
| D | 145 | 0.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 24786 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| A | 23332 | |
| B | 843 | 3.4% |
| E | 304 | 1.2% |
| C | 162 | 0.7% |
| D | 145 | 0.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 24786 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| A | 23332 | |
| B | 843 | 3.4% |
| E | 304 | 1.2% |
| C | 162 | 0.7% |
| D | 145 | 0.6% |
tiempo_desembolso
Real number (ℝ)
ZEROS 
| Distinct | 67 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.5409909 |
| Minimum | -11 |
|---|---|
| Maximum | 68 |
| Zeros | 1102 |
| Zeros (%) | 4.4% |
| Negative | 1 |
| Negative (%) | < 0.1% |
| Memory size | 193.8 KiB |
Quantile statistics
| Minimum | -11 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 8 |
| Q3 | 14 |
| 95-th percentile | 23 |
| Maximum | 68 |
| Range | 79 |
| Interquartile range (IQR) | 11 |
Descriptive statistics
| Standard deviation | 8.1048327 |
|---|---|
| Coefficient of variation (CV) | 0.84947495 |
| Kurtosis | 6.2701694 |
| Mean | 9.5409909 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 1.8086797 |
| Sum | 236483 |
| Variance | 65.688314 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 1768 | 7.1% |
| 5 | 1740 | 7.0% |
| 3 | 1722 | 6.9% |
| 1 | 1633 | 6.6% |
| 4 | 1526 | 6.2% |
| 6 | 1424 | 5.7% |
| 8 | 1352 | 5.5% |
| 7 | 1271 | 5.1% |
| 9 | 1216 | 4.9% |
| 0 | 1102 | 4.4% |
| Other values (57) | 10032 |
| Value | Count | Frequency (%) |
| -11 | 1 | < 0.1% |
| 0 | 1102 | |
| 1 | 1633 | |
| 2 | 1768 | |
| 3 | 1722 | |
| 4 | 1526 | |
| 5 | 1740 | |
| 6 | 1424 | |
| 7 | 1271 | |
| 8 | 1352 |
| Value | Count | Frequency (%) |
| 68 | 1 | < 0.1% |
| 67 | 4 | < 0.1% |
| 66 | 1 | < 0.1% |
| 65 | 4 | < 0.1% |
| 64 | 3 | < 0.1% |
| 63 | 3 | < 0.1% |
| 62 | 4 | < 0.1% |
| 61 | 9 | |
| 60 | 15 | |
| 59 | 7 |
monto
Real number (ℝ)
| Distinct | 645 |
|---|---|
| Distinct (%) | 2.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3213142 |
| Minimum | 101083 |
|---|---|
| Maximum | 61800000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 193.8 KiB |
Quantile statistics
| Minimum | 101083 |
|---|---|
| 5-th percentile | 800000 |
| Q1 | 1500000 |
| median | 2500000 |
| Q3 | 4000000 |
| 95-th percentile | 8000000 |
| Maximum | 61800000 |
| Range | 61698917 |
| Interquartile range (IQR) | 2500000 |
Descriptive statistics
| Standard deviation | 3052970.7 |
|---|---|
| Coefficient of variation (CV) | 0.95015118 |
| Kurtosis | 56.979316 |
| Mean | 3213142 |
| Median Absolute Deviation (MAD) | 1000000 |
| Skewness | 5.3728547 |
| Sum | 7.9640938 Ă— 1010 |
| Variance | 9.3206298 Ă— 1012 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2000000 | 3313 | 13.4% |
| 3000000 | 2342 | 9.4% |
| 1000000 | 1888 | 7.6% |
| 1500000 | 1808 | 7.3% |
| 4000000 | 1503 | 6.1% |
| 2500000 | 1488 | 6.0% |
| 5000000 | 1292 | 5.2% |
| 6000000 | 720 | 2.9% |
| 3500000 | 706 | 2.8% |
| 1200000 | 608 | 2.5% |
| Other values (635) | 9118 |
| Value | Count | Frequency (%) |
| 101083 | 1 | |
| 139347 | 1 | |
| 146792 | 1 | |
| 191143 | 1 | |
| 219687 | 1 | |
| 232719 | 1 | |
| 237054 | 1 | |
| 241834 | 1 | |
| 277069 | 1 | |
| 277967 | 1 |
| Value | Count | Frequency (%) |
| 61800000 | 1 | < 0.1% |
| 61000000 | 1 | < 0.1% |
| 57000000 | 1 | < 0.1% |
| 52000000 | 4 | |
| 50000000 | 2 | < 0.1% |
| 45000000 | 5 | |
| 44000000 | 1 | < 0.1% |
| 42000000 | 1 | < 0.1% |
| 40000000 | 2 | < 0.1% |
| 39510444 | 1 | < 0.1% |
saldo
Real number (ℝ)
| Distinct | 12659 |
|---|---|
| Distinct (%) | 51.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2380017.4 |
| Minimum | 19 |
|---|---|
| Maximum | 59312409 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 193.8 KiB |
Quantile statistics
| Minimum | 19 |
|---|---|
| 5-th percentile | 275344.5 |
| Q1 | 876867 |
| median | 1669316.5 |
| Q3 | 2960204.8 |
| 95-th percentile | 6744576 |
| Maximum | 59312409 |
| Range | 59312390 |
| Interquartile range (IQR) | 2083337.8 |
Descriptive statistics
| Standard deviation | 2641900.3 |
|---|---|
| Coefficient of variation (CV) | 1.110034 |
| Kurtosis | 52.303771 |
| Mean | 2380017.4 |
| Median Absolute Deviation (MAD) | 955031.5 |
| Skewness | 5.0301935 |
| Sum | 5.8991112 Ă— 1010 |
| Variance | 6.9796372 Ă— 1012 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2000000 | 160 | 0.6% |
| 1000000 | 122 | 0.5% |
| 1500000 | 114 | 0.5% |
| 1935679 | 106 | 0.4% |
| 3000000 | 100 | 0.4% |
| 1870044 | 88 | 0.4% |
| 1803306 | 72 | 0.3% |
| 954047 | 66 | 0.3% |
| 2829846 | 60 | 0.2% |
| 2887422 | 56 | 0.2% |
| Other values (12649) | 23842 |
| Value | Count | Frequency (%) |
| 19 | 1 | |
| 35 | 1 | |
| 2941 | 1 | |
| 6801 | 1 | |
| 8757 | 1 | |
| 12426 | 1 | |
| 26932 | 1 | |
| 28168 | 1 | |
| 38870 | 1 | |
| 42242 | 1 |
| Value | Count | Frequency (%) |
| 59312409 | 1 | |
| 56549783 | 1 | |
| 48112641 | 1 | |
| 45530067 | 1 | |
| 42782716 | 1 | |
| 39717871 | 1 | |
| 38734501 | 1 | |
| 38505226 | 1 | |
| 37525257 | 1 | |
| 36171750 | 1 |
plazo
Real number (ℝ)
| Distinct | 84 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 28.003591 |
| Minimum | 2 |
|---|---|
| Maximum | 180 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 193.8 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 15 |
| Q1 | 18 |
| median | 24 |
| Q3 | 36 |
| 95-th percentile | 48 |
| Maximum | 180 |
| Range | 178 |
| Interquartile range (IQR) | 18 |
Descriptive statistics
| Standard deviation | 11.567857 |
|---|---|
| Coefficient of variation (CV) | 0.41308478 |
| Kurtosis | 12.924694 |
| Mean | 28.003591 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 2.0375796 |
| Sum | 694097 |
| Variance | 133.81532 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 24 | 5605 | |
| 36 | 5458 | |
| 18 | 3715 | |
| 30 | 2254 | |
| 15 | 1694 | 6.8% |
| 48 | 1643 | 6.6% |
| 12 | 1072 | 4.3% |
| 21 | 766 | 3.1% |
| 27 | 681 | 2.7% |
| 33 | 491 | 2.0% |
| Other values (74) | 1407 | 5.7% |
| Value | Count | Frequency (%) |
| 2 | 4 | < 0.1% |
| 3 | 2 | < 0.1% |
| 4 | 3 | < 0.1% |
| 5 | 1 | < 0.1% |
| 6 | 32 | |
| 7 | 8 | < 0.1% |
| 8 | 27 | |
| 9 | 12 | < 0.1% |
| 10 | 42 | |
| 11 | 6 | < 0.1% |
| Value | Count | Frequency (%) |
| 180 | 4 | < 0.1% |
| 144 | 1 | < 0.1% |
| 125 | 1 | < 0.1% |
| 120 | 39 | |
| 112 | 1 | < 0.1% |
| 108 | 2 | < 0.1% |
| 105 | 1 | < 0.1% |
| 103 | 1 | < 0.1% |
| 96 | 7 | < 0.1% |
| 94 | 1 | < 0.1% |
tasa
Real number (ℝ)
| Distinct | 61 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.1714661 |
| Minimum | 0.1625 |
|---|---|
| Maximum | 3.3 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 193.8 KiB |
Quantile statistics
| Minimum | 0.1625 |
|---|---|
| 5-th percentile | 2.17 |
| Q1 | 2.1742 |
| median | 2.1742 |
| Q3 | 2.1742 |
| 95-th percentile | 2.1742 |
| Maximum | 3.3 |
| Range | 3.1375 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.065143665 |
|---|---|
| Coefficient of variation (CV) | 0.029999853 |
| Kurtosis | 239.25723 |
| Mean | 2.1714661 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.46037458 |
| Sum | 53821.959 |
| Variance | 0.0042436971 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2.1742 | 23066 | |
| 2.17 | 578 | 2.3% |
| 2 | 219 | 0.9% |
| 2.18 | 211 | 0.9% |
| 2.0833 | 84 | 0.3% |
| 1.95 | 78 | 0.3% |
| 2.1867 | 68 | 0.3% |
| 2.02 | 67 | 0.3% |
| 2.1217 | 62 | 0.3% |
| 2.0834 | 47 | 0.2% |
| Other values (51) | 306 | 1.2% |
| Value | Count | Frequency (%) |
| 0.1625 | 1 | < 0.1% |
| 0.5 | 1 | < 0.1% |
| 1 | 15 | 0.1% |
| 1.5 | 22 | 0.1% |
| 1.8133 | 1 | < 0.1% |
| 1.95 | 78 | 0.3% |
| 1.9725 | 27 | 0.1% |
| 1.9783 | 46 | 0.2% |
| 2 | 219 | |
| 2.02 | 67 | 0.3% |
| Value | Count | Frequency (%) |
| 3.3 | 18 | |
| 3.25 | 5 | < 0.1% |
| 3.2083 | 2 | < 0.1% |
| 3.1667 | 5 | < 0.1% |
| 3.15 | 4 | < 0.1% |
| 2.95 | 3 | < 0.1% |
| 2.9083 | 1 | < 0.1% |
| 2.875 | 1 | < 0.1% |
| 2.85 | 1 | < 0.1% |
| 2.8333 | 1 | < 0.1% |
cuota
Real number (ℝ)
| Distinct | 8313 |
|---|---|
| Distinct (%) | 33.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 145241.79 |
| Minimum | 22247 |
|---|---|
| Maximum | 2080188 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 193.8 KiB |
Quantile statistics
| Minimum | 22247 |
|---|---|
| 5-th percentile | 60988 |
| Q1 | 95181 |
| median | 121054 |
| Q3 | 164076.25 |
| 95-th percentile | 298228 |
| Maximum | 2080188 |
| Range | 2057941 |
| Interquartile range (IQR) | 68895.25 |
Descriptive statistics
| Standard deviation | 94230.521 |
|---|---|
| Coefficient of variation (CV) | 0.64878379 |
| Kurtosis | 50.265431 |
| Mean | 145241.79 |
| Median Absolute Deviation (MAD) | 35926.5 |
| Skewness | 4.8353305 |
| Sum | 3.5999631 Ă— 109 |
| Variance | 8.8793912 Ă— 109 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 107849 | 134 | 0.5% |
| 107899 | 131 | 0.5% |
| 107842 | 129 | 0.5% |
| 108441 | 114 | 0.5% |
| 108754 | 97 | 0.4% |
| 107877 | 97 | 0.4% |
| 67765 | 97 | 0.4% |
| 121054 | 87 | 0.4% |
| 107840 | 83 | 0.3% |
| 107898 | 82 | 0.3% |
| Other values (8303) | 23735 |
| Value | Count | Frequency (%) |
| 22247 | 1 | |
| 26312 | 1 | |
| 28682 | 1 | |
| 28689 | 1 | |
| 28690 | 1 | |
| 28719 | 1 | |
| 30183 | 1 | |
| 30357 | 1 | |
| 30504 | 1 | |
| 31723 | 1 |
| Value | Count | Frequency (%) |
| 2080188 | 1 | |
| 1887469 | 1 | |
| 1821775 | 1 | |
| 1743432 | 1 | |
| 1713100 | 1 | |
| 1657846 | 1 | |
| 1488098 | 1 | |
| 1430866 | 1 | |
| 1415445 | 1 | |
| 1376580 | 1 |
garantia
Categorical
IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 193.8 KiB |
| P | |
|---|---|
| R | 641 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 24786 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | P |
|---|---|
| 2nd row | P |
| 3rd row | P |
| 4th row | P |
| 5th row | R |
Common Values
| Value | Count | Frequency (%) |
| P | 24145 | |
| R | 641 | 2.6% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| p | 24145 | |
| r | 641 | 2.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| P | 24145 | |
| R | 641 | 2.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 24786 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| P | 24145 | |
| R | 641 | 2.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 24786 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| P | 24145 | |
| R | 641 | 2.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 24786 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| P | 24145 | |
| R | 641 | 2.6% |
diasmora
Real number (ℝ)
ZEROS 
| Distinct | 402 |
|---|---|
| Distinct (%) | 1.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13.893367 |
| Minimum | 0 |
|---|---|
| Maximum | 1784 |
| Zeros | 15060 |
| Zeros (%) | 60.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 193.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 10 |
| 95-th percentile | 40 |
| Maximum | 1784 |
| Range | 1784 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 71.817455 |
|---|---|
| Coefficient of variation (CV) | 5.16919 |
| Kurtosis | 203.7449 |
| Mean | 13.893367 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 12.824392 |
| Sum | 344361 |
| Variance | 5157.7469 |
| Monotonicity | Decreasing |
| Value | Count | Frequency (%) |
| 0 | 15060 | |
| 4 | 587 | 2.4% |
| 5 | 528 | 2.1% |
| 2 | 453 | 1.8% |
| 3 | 442 | 1.8% |
| 10 | 384 | 1.5% |
| 9 | 383 | 1.5% |
| 8 | 371 | 1.5% |
| 7 | 365 | 1.5% |
| 6 | 343 | 1.4% |
| Other values (392) | 5870 | 23.7% |
| Value | Count | Frequency (%) |
| 0 | 15060 | |
| 1 | 1 | < 0.1% |
| 2 | 453 | 1.8% |
| 3 | 442 | 1.8% |
| 4 | 587 | 2.4% |
| 5 | 528 | 2.1% |
| 6 | 343 | 1.4% |
| 7 | 365 | 1.5% |
| 8 | 371 | 1.5% |
| 9 | 383 | 1.5% |
| Value | Count | Frequency (%) |
| 1784 | 1 | |
| 1758 | 1 | |
| 1677 | 1 | |
| 1670 | 1 | |
| 1621 | 1 | |
| 1587 | 1 | |
| 1440 | 1 | |
| 1424 | 1 | |
| 1416 | 1 | |
| 1407 | 1 |
forma_de_pago
Categorical
IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 193.8 KiB |
| 1 | |
|---|---|
| 2 | 2039 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 24786 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 22747 | |
| 2 | 2039 | 8.2% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 22747 | |
| 2 | 2039 | 8.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 22747 | |
| 2 | 2039 | 8.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 24786 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 22747 | |
| 2 | 2039 | 8.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 24786 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 22747 | |
| 2 | 2039 | 8.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 24786 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 22747 | |
| 2 | 2039 | 8.2% |
reestructurado
Categorical
IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 193.8 KiB |
| 2 | |
|---|---|
| 1 | 25 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 24786 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 2 |
| 3rd row | 2 |
| 4th row | 2 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 2 | 24761 | |
| 1 | 25 | 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2 | 24761 | |
| 1 | 25 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 24761 | |
| 1 | 25 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 24786 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 24761 | |
| 1 | 25 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 24786 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 2 | 24761 | |
| 1 | 25 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 24786 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 2 | 24761 | |
| 1 | 25 | 0.1% |
edad
Real number (ℝ)
| Distinct | 61 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 41.081941 |
| Minimum | 19 |
|---|---|
| Maximum | 83 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 193.8 KiB |
Quantile statistics
| Minimum | 19 |
|---|---|
| 5-th percentile | 25 |
| Q1 | 32 |
| median | 40 |
| Q3 | 49 |
| 95-th percentile | 62 |
| Maximum | 83 |
| Range | 64 |
| Interquartile range (IQR) | 17 |
Descriptive statistics
| Standard deviation | 11.147799 |
|---|---|
| Coefficient of variation (CV) | 0.27135521 |
| Kurtosis | -0.54128261 |
| Mean | 41.081941 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | 0.43378159 |
| Sum | 1018257 |
| Variance | 124.27341 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 38 | 916 | 3.7% |
| 35 | 905 | 3.7% |
| 37 | 869 | 3.5% |
| 36 | 847 | 3.4% |
| 39 | 839 | 3.4% |
| 33 | 818 | 3.3% |
| 34 | 803 | 3.2% |
| 41 | 799 | 3.2% |
| 31 | 787 | 3.2% |
| 40 | 777 | 3.1% |
| Other values (51) | 16426 |
| Value | Count | Frequency (%) |
| 19 | 1 | < 0.1% |
| 20 | 27 | 0.1% |
| 21 | 94 | 0.4% |
| 22 | 173 | 0.7% |
| 23 | 287 | |
| 24 | 359 | |
| 25 | 504 | |
| 26 | 549 | |
| 27 | 647 | |
| 28 | 705 |
| Value | Count | Frequency (%) |
| 83 | 1 | < 0.1% |
| 80 | 1 | < 0.1% |
| 77 | 1 | < 0.1% |
| 76 | 1 | < 0.1% |
| 75 | 3 | < 0.1% |
| 74 | 6 | < 0.1% |
| 73 | 3 | < 0.1% |
| 72 | 15 | 0.1% |
| 71 | 24 | |
| 70 | 39 |
ocupacion
Categorical
IMBALANCE 
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 193.8 KiB |
| Empleado | |
|---|---|
| Jubilado | |
| Independiente | |
| Pensionado | 383 |
| Desempleado | 222 |
| Other values (2) | 74 |
Length
| Max length | 13 |
|---|---|
| Median length | 8 |
| Mean length | 8.4769225 |
| Min length | 8 |
Characters and Unicode
| Total characters | 210109 |
|---|---|
| Distinct characters | 21 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Empleado |
|---|---|
| 2nd row | Empleado |
| 3rd row | Empleado |
| 4th row | Empleado |
| 5th row | Independiente |
Common Values
| Value | Count | Frequency (%) |
| Empleado | 19788 | |
| Jubilado | 2285 | 9.2% |
| Independiente | 2034 | 8.2% |
| Pensionado | 383 | 1.5% |
| Desempleado | 222 | 0.9% |
| Ama de Casa | 71 | 0.3% |
| Estudiante | 3 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| empleado | 19788 | |
| jubilado | 2285 | 9.2% |
| independiente | 2034 | 8.2% |
| pensionado | 383 | 1.5% |
| desempleado | 222 | 0.9% |
| ama | 71 | 0.3% |
| de | 71 | 0.3% |
| casa | 71 | 0.3% |
| estudiante | 3 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 29047 | |
| d | 26820 | |
| o | 23061 | |
| a | 22894 | |
| l | 22295 | |
| p | 22044 | |
| m | 20081 | |
| E | 19791 | |
| n | 6871 | 3.3% |
| i | 4705 | 2.2% |
| Other values (11) | 12500 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 185110 | |
| Uppercase Letter | 24857 | 11.8% |
| Space Separator | 142 | 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 29047 | |
| d | 26820 | |
| o | 23061 | |
| a | 22894 | |
| l | 22295 | |
| p | 22044 | |
| m | 20081 | |
| n | 6871 | 3.7% |
| i | 4705 | 2.5% |
| u | 2288 | 1.2% |
| Other values (3) | 5004 | 2.7% |
Uppercase Letter
| Value | Count | Frequency (%) |
| E | 19791 | |
| J | 2285 | 9.2% |
| I | 2034 | 8.2% |
| P | 383 | 1.5% |
| D | 222 | 0.9% |
| A | 71 | 0.3% |
| C | 71 | 0.3% |
Space Separator
| Value | Count | Frequency (%) |
| 142 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 209967 | |
| Common | 142 | 0.1% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 29047 | |
| d | 26820 | |
| o | 23061 | |
| a | 22894 | |
| l | 22295 | |
| p | 22044 | |
| m | 20081 | |
| E | 19791 | |
| n | 6871 | 3.3% |
| i | 4705 | 2.2% |
| Other values (10) | 12358 |
Common
| Value | Count | Frequency (%) |
| 142 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 210109 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 29047 | |
| d | 26820 | |
| o | 23061 | |
| a | 22894 | |
| l | 22295 | |
| p | 22044 | |
| m | 20081 | |
| E | 19791 | |
| n | 6871 | 3.3% |
| i | 4705 | 2.2% |
| Other values (11) | 12500 |
nivel_educativo
Categorical
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 193.8 KiB |
| Bachillerato | |
|---|---|
| Universitario | |
| TecnolĂ³gico | |
| Primaria | |
| Técnico | 262 |
| Other values (2) | 154 |
Length
| Max length | 13 |
|---|---|
| Median length | 12 |
| Mean length | 11.37852 |
| Min length | 7 |
Characters and Unicode
| Total characters | 282028 |
|---|---|
| Distinct characters | 23 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 2 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Bachillerato |
|---|---|
| 2nd row | Bachillerato |
| 3rd row | Técnico |
| 4th row | Bachillerato |
| 5th row | Universitario |
Common Values
| Value | Count | Frequency (%) |
| Bachillerato | 11686 | |
| Universitario | 4726 | |
| TecnolĂ³gico | 4590 | 18.5% |
| Primaria | 3368 | 13.6% |
| Técnico | 262 | 1.1% |
| Ninguno | 148 | 0.6% |
| Postgrado | 6 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| bachillerato | 11686 | |
| universitario | 4726 | |
| tecnolĂ³gico | 4590 | 18.5% |
| primaria | 3368 | 13.6% |
| técnico | 262 | 1.1% |
| ninguno | 148 | 0.6% |
| postgrado | 6 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 37600 | |
| a | 34840 | |
| l | 27962 | |
| r | 27880 | |
| o | 26014 | |
| c | 21390 | |
| e | 21002 | |
| t | 16418 | 5.8% |
| B | 11686 | 4.1% |
| h | 11686 | 4.1% |
| Other values (13) | 45550 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 257242 | |
| Uppercase Letter | 24786 | 8.8% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| i | 37600 | |
| a | 34840 | |
| l | 27962 | |
| r | 27880 | |
| o | 26014 | |
| c | 21390 | |
| e | 21002 | |
| t | 16418 | |
| h | 11686 | 4.5% |
| n | 9874 | 3.8% |
| Other values (8) | 22576 |
Uppercase Letter
| Value | Count | Frequency (%) |
| B | 11686 | |
| T | 4852 | |
| U | 4726 | |
| P | 3374 | 13.6% |
| N | 148 | 0.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 282028 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| i | 37600 | |
| a | 34840 | |
| l | 27962 | |
| r | 27880 | |
| o | 26014 | |
| c | 21390 | |
| e | 21002 | |
| t | 16418 | 5.8% |
| B | 11686 | 4.1% |
| h | 11686 | 4.1% |
| Other values (13) | 45550 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 277176 | |
| None | 4852 | 1.7% |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| i | 37600 | |
| a | 34840 | |
| l | 27962 | |
| r | 27880 | |
| o | 26014 | |
| c | 21390 | |
| e | 21002 | |
| t | 16418 | |
| B | 11686 | 4.2% |
| h | 11686 | 4.2% |
| Other values (11) | 40698 |
None
| Value | Count | Frequency (%) |
| Ă³ | 4590 | |
| Ă© | 262 | 5.4% |
ingreso_total
Real number (ℝ)
| Distinct | 7936 |
|---|---|
| Distinct (%) | 32.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1068714.5 |
| Minimum | 0 |
|---|---|
| Maximum | 15100000 |
| Zeros | 238 |
| Zeros (%) | 1.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 193.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 380000 |
| Q1 | 600000 |
| median | 863982 |
| Q3 | 1285000 |
| 95-th percentile | 2446600 |
| Maximum | 15100000 |
| Range | 15100000 |
| Interquartile range (IQR) | 685000 |
Descriptive statistics
| Standard deviation | 785496.91 |
|---|---|
| Coefficient of variation (CV) | 0.73499227 |
| Kurtosis | 31.470932 |
| Mean | 1068714.5 |
| Median Absolute Deviation (MAD) | 313982 |
| Skewness | 3.8626758 |
| Sum | 2.6489158 Ă— 1010 |
| Variance | 6.170054 Ă— 1011 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 600000 | 519 | 2.1% |
| 1200000 | 510 | 2.1% |
| 800000 | 508 | 2.0% |
| 700000 | 423 | 1.7% |
| 1500000 | 416 | 1.7% |
| 1000000 | 415 | 1.7% |
| 900000 | 330 | 1.3% |
| 500000 | 323 | 1.3% |
| 1300000 | 272 | 1.1% |
| 1100000 | 268 | 1.1% |
| Other values (7926) | 20802 |
| Value | Count | Frequency (%) |
| 0 | 238 | |
| 1 | 18 | 0.1% |
| 100 | 1 | < 0.1% |
| 1000 | 1 | < 0.1% |
| 20000 | 2 | < 0.1% |
| 50000 | 6 | < 0.1% |
| 60000 | 1 | < 0.1% |
| 80000 | 2 | < 0.1% |
| 82000 | 1 | < 0.1% |
| 100000 | 21 | 0.1% |
| Value | Count | Frequency (%) |
| 15100000 | 1 | |
| 15000000 | 1 | |
| 13200000 | 1 | |
| 12300000 | 1 | |
| 12250000 | 1 | |
| 12000000 | 1 | |
| 10614000 | 1 | |
| 10500000 | 1 | |
| 10000000 | 2 | |
| 9900000 | 1 |
egreso_total
Real number (ℝ)
ZEROS 
| Distinct | 1867 |
|---|---|
| Distinct (%) | 7.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 360320.26 |
| Minimum | 0 |
|---|---|
| Maximum | 11800000 |
| Zeros | 4683 |
| Zeros (%) | 18.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 193.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 120000 |
| median | 300000 |
| Q3 | 500000 |
| 95-th percentile | 1000000 |
| Maximum | 11800000 |
| Range | 11800000 |
| Interquartile range (IQR) | 380000 |
Descriptive statistics
| Standard deviation | 407422.84 |
|---|---|
| Coefficient of variation (CV) | 1.1307242 |
| Kurtosis | 73.721673 |
| Mean | 360320.26 |
| Median Absolute Deviation (MAD) | 192000 |
| Skewness | 5.3154815 |
| Sum | 8.9308981 Ă— 109 |
| Variance | 1.6599337 Ă— 1011 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 4683 | |
| 200000 | 1699 | 6.9% |
| 300000 | 1662 | 6.7% |
| 400000 | 994 | 4.0% |
| 150000 | 989 | 4.0% |
| 250000 | 943 | 3.8% |
| 500000 | 912 | 3.7% |
| 100000 | 827 | 3.3% |
| 350000 | 632 | 2.5% |
| 600000 | 619 | 2.5% |
| Other values (1857) | 10826 |
| Value | Count | Frequency (%) |
| 0 | 4683 | |
| 1 | 16 | 0.1% |
| 100 | 1 | < 0.1% |
| 1000 | 1 | < 0.1% |
| 20000 | 2 | < 0.1% |
| 25000 | 1 | < 0.1% |
| 30000 | 10 | < 0.1% |
| 32000 | 1 | < 0.1% |
| 38000 | 2 | < 0.1% |
| 40000 | 6 | < 0.1% |
| Value | Count | Frequency (%) |
| 11800000 | 1 | |
| 10000000 | 1 | |
| 8150000 | 1 | |
| 8000000 | 1 | |
| 7000000 | 1 | |
| 6200000 | 1 | |
| 6180000 | 1 | |
| 6000000 | 1 | |
| 5500000 | 2 | |
| 5300000 | 1 |
estrato
Real number (ℝ)
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.816711 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 193.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 2 |
| median | 3 |
| Q3 | 3 |
| 95-th percentile | 4 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.79818026 |
|---|---|
| Coefficient of variation (CV) | 0.28337314 |
| Kurtosis | 1.3351731 |
| Mean | 2.816711 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.6143378 |
| Sum | 69815 |
| Variance | 0.63709172 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 13222 | |
| 2 | 7612 | |
| 4 | 2444 | 9.9% |
| 5 | 778 | 3.1% |
| 1 | 623 | 2.5% |
| 6 | 106 | 0.4% |
| 0 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 1 | 623 | 2.5% |
| 2 | 7612 | |
| 3 | 13222 | |
| 4 | 2444 | 9.9% |
| 5 | 778 | 3.1% |
| 6 | 106 | 0.4% |
| Value | Count | Frequency (%) |
| 6 | 106 | 0.4% |
| 5 | 778 | 3.1% |
| 4 | 2444 | 9.9% |
| 3 | 13222 | |
| 2 | 7612 | |
| 1 | 623 | 2.5% |
| 0 | 1 | < 0.1% |
antiguedad_empresa
Real number (ℝ)
ZEROS 
| Distinct | 48 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.7613976 |
| Minimum | -1 |
|---|---|
| Maximum | 46 |
| Zeros | 5554 |
| Zeros (%) | 22.4% |
| Negative | 61 |
| Negative (%) | 0.2% |
| Memory size | 193.8 KiB |
Quantile statistics
| Minimum | -1 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 6 |
| Q3 | 11 |
| 95-th percentile | 26 |
| Maximum | 46 |
| Range | 47 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 8.0802384 |
|---|---|
| Coefficient of variation (CV) | 1.0410803 |
| Kurtosis | 1.408668 |
| Mean | 7.7613976 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 1.3334429 |
| Sum | 192374 |
| Variance | 65.290252 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 5554 | |
| 3 | 1567 | 6.3% |
| 5 | 1432 | 5.8% |
| 2 | 1407 | 5.7% |
| 4 | 1401 | 5.7% |
| 8 | 1312 | 5.3% |
| 6 | 1273 | 5.1% |
| 7 | 1254 | 5.1% |
| 9 | 1084 | 4.4% |
| 11 | 876 | 3.5% |
| Other values (38) | 7626 |
| Value | Count | Frequency (%) |
| -1 | 61 | 0.2% |
| 0 | 5554 | |
| 1 | 824 | 3.3% |
| 2 | 1407 | 5.7% |
| 3 | 1567 | 6.3% |
| 4 | 1401 | 5.7% |
| 5 | 1432 | 5.8% |
| 6 | 1273 | 5.1% |
| 7 | 1254 | 5.1% |
| 8 | 1312 | 5.3% |
| Value | Count | Frequency (%) |
| 46 | 1 | < 0.1% |
| 45 | 1 | < 0.1% |
| 44 | 2 | < 0.1% |
| 43 | 2 | < 0.1% |
| 42 | 5 | < 0.1% |
| 41 | 5 | < 0.1% |
| 40 | 8 | < 0.1% |
| 39 | 8 | < 0.1% |
| 38 | 13 | |
| 37 | 25 |
estado_civil
Categorical
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 193.8 KiB |
| Casado | |
|---|---|
| Soltero | |
| UniĂ³n Libre | |
| Separado | |
| Viudo | 1189 |
Length
| Max length | 12 |
|---|---|
| Median length | 11 |
| Mean length | 6.8320826 |
| Min length | 5 |
Characters and Unicode
| Total characters | 169340 |
|---|---|
| Distinct characters | 23 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 2 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | UniĂ³n Libre |
|---|---|
| 2nd row | Soltero |
| 3rd row | Soltero |
| 4th row | Casado |
| 5th row | Casado |
Common Values
| Value | Count | Frequency (%) |
| Casado | 12135 | |
| Soltero | 7601 | |
| UniĂ³n Libre | 2150 | 8.7% |
| Separado | 1701 | 6.9% |
| Viudo | 1189 | 4.8% |
| EclesiĂ¡stico | 10 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| casado | 12135 | |
| soltero | 7601 | |
| uniĂ³n | 2150 | 8.0% |
| libre | 2150 | 8.0% |
| separado | 1701 | 6.3% |
| viudo | 1189 | 4.4% |
| eclesiĂ¡stico | 10 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 30237 | |
| a | 27672 | |
| d | 15025 | |
| s | 12155 | |
| C | 12135 | |
| e | 11462 | 6.8% |
| r | 11452 | 6.8% |
| S | 9302 | 5.5% |
| l | 7611 | 4.5% |
| t | 7611 | 4.5% |
| Other values (13) | 24678 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 140254 | |
| Uppercase Letter | 26936 | 15.9% |
| Space Separator | 2150 | 1.3% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 30237 | |
| a | 27672 | |
| d | 15025 | |
| s | 12155 | |
| e | 11462 | 8.2% |
| r | 11452 | 8.2% |
| l | 7611 | 5.4% |
| t | 7611 | 5.4% |
| i | 5509 | 3.9% |
| n | 4300 | 3.1% |
| Other values (6) | 7220 | 5.1% |
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 12135 | |
| S | 9302 | |
| U | 2150 | 8.0% |
| L | 2150 | 8.0% |
| V | 1189 | 4.4% |
| E | 10 | < 0.1% |
Space Separator
| Value | Count | Frequency (%) |
| 2150 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 167190 | |
| Common | 2150 | 1.3% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| o | 30237 | |
| a | 27672 | |
| d | 15025 | |
| s | 12155 | |
| C | 12135 | |
| e | 11462 | 6.9% |
| r | 11452 | 6.8% |
| S | 9302 | 5.6% |
| l | 7611 | 4.6% |
| t | 7611 | 4.6% |
| Other values (12) | 22528 |
Common
| Value | Count | Frequency (%) |
| 2150 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 167180 | |
| None | 2160 | 1.3% |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| o | 30237 | |
| a | 27672 | |
| d | 15025 | |
| s | 12155 | |
| C | 12135 | |
| e | 11462 | 6.9% |
| r | 11452 | 6.9% |
| S | 9302 | 5.6% |
| l | 7611 | 4.6% |
| t | 7611 | 4.6% |
| Other values (11) | 22518 |
None
| Value | Count | Frequency (%) |
| Ă³ | 2150 | |
| Ă¡ | 10 | 0.5% |
sexo
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 193.8 KiB |
| Masculino | |
|---|---|
| Femenino |
Length
| Max length | 9 |
|---|---|
| Median length | 9 |
| Mean length | 8.504317 |
| Min length | 8 |
Characters and Unicode
| Total characters | 210788 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Masculino |
|---|---|
| 2nd row | Masculino |
| 3rd row | Femenino |
| 4th row | Masculino |
| 5th row | Masculino |
Common Values
| Value | Count | Frequency (%) |
| Masculino | 12500 | |
| Femenino | 12286 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| masculino | 12500 | |
| femenino | 12286 |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 37072 | |
| i | 24786 | |
| o | 24786 | |
| e | 24572 | |
| M | 12500 | 5.9% |
| a | 12500 | 5.9% |
| s | 12500 | 5.9% |
| c | 12500 | 5.9% |
| u | 12500 | 5.9% |
| l | 12500 | 5.9% |
| Other values (2) | 24572 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 186002 | |
| Uppercase Letter | 24786 | 11.8% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| n | 37072 | |
| i | 24786 | |
| o | 24786 | |
| e | 24572 | |
| a | 12500 | 6.7% |
| s | 12500 | 6.7% |
| c | 12500 | 6.7% |
| u | 12500 | 6.7% |
| l | 12500 | 6.7% |
| m | 12286 | 6.6% |
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 12500 | |
| F | 12286 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 210788 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| n | 37072 | |
| i | 24786 | |
| o | 24786 | |
| e | 24572 | |
| M | 12500 | 5.9% |
| a | 12500 | 5.9% |
| s | 12500 | 5.9% |
| c | 12500 | 5.9% |
| u | 12500 | 5.9% |
| l | 12500 | 5.9% |
| Other values (2) | 24572 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 210788 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| n | 37072 | |
| i | 24786 | |
| o | 24786 | |
| e | 24572 | |
| M | 12500 | 5.9% |
| a | 12500 | 5.9% |
| s | 12500 | 5.9% |
| c | 12500 | 5.9% |
| u | 12500 | 5.9% |
| l | 12500 | 5.9% |
| Other values (2) | 24572 |
personas
Real number (ℝ)
ZEROS 
| Distinct | 10 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.2311789 |
| Minimum | 0 |
|---|---|
| Maximum | 25 |
| Zeros | 9305 |
| Zeros (%) | 37.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 193.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 3 |
| Maximum | 25 |
| Range | 25 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.237067 |
|---|---|
| Coefficient of variation (CV) | 1.0047825 |
| Kurtosis | 5.38155 |
| Mean | 1.2311789 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.0346785 |
| Sum | 30516 |
| Variance | 1.5303347 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 9305 | |
| 1 | 5965 | |
| 2 | 5368 | |
| 3 | 3076 | 12.4% |
| 4 | 841 | 3.4% |
| 5 | 191 | 0.8% |
| 6 | 31 | 0.1% |
| 7 | 7 | < 0.1% |
| 25 | 1 | < 0.1% |
| 8 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 9305 | |
| 1 | 5965 | |
| 2 | 5368 | |
| 3 | 3076 | 12.4% |
| 4 | 841 | 3.4% |
| 5 | 191 | 0.8% |
| 6 | 31 | 0.1% |
| 7 | 7 | < 0.1% |
| 8 | 1 | < 0.1% |
| 25 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 25 | 1 | < 0.1% |
| 8 | 1 | < 0.1% |
| 7 | 7 | < 0.1% |
| 6 | 31 | 0.1% |
| 5 | 191 | 0.8% |
| 4 | 841 | 3.4% |
| 3 | 3076 | 12.4% |
| 2 | 5368 | |
| 1 | 5965 | |
| 0 | 9305 |
tipo_vivienda
Categorical
MISSING 
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 4372 |
| Missing (%) | 17.6% |
| Memory size | 193.8 KiB |
| Propia | |
|---|---|
| Familiar | |
| Arrendada |
Length
| Max length | 9 |
|---|---|
| Median length | 6 |
| Mean length | 7.1706672 |
| Min length | 6 |
Characters and Unicode
| Total characters | 146382 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Familiar |
|---|---|
| 2nd row | Propia |
| 3rd row | Familiar |
| 4th row | Familiar |
| 5th row | Familiar |
Common Values
| Value | Count | Frequency (%) |
| Propia | 10326 | |
| Familiar | 6366 | |
| Arrendada | 3722 | 15.0% |
| (Missing) | 4372 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| propia | 10326 | |
| familiar | 6366 | |
| arrendada | 3722 | 18.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 30502 | |
| r | 24136 | |
| i | 23058 | |
| P | 10326 | 7.1% |
| o | 10326 | 7.1% |
| p | 10326 | 7.1% |
| d | 7444 | 5.1% |
| F | 6366 | 4.3% |
| m | 6366 | 4.3% |
| l | 6366 | 4.3% |
| Other values (3) | 11166 | 7.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 125968 | |
| Uppercase Letter | 20414 | 13.9% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 30502 | |
| r | 24136 | |
| i | 23058 | |
| o | 10326 | 8.2% |
| p | 10326 | 8.2% |
| d | 7444 | 5.9% |
| m | 6366 | 5.1% |
| l | 6366 | 5.1% |
| e | 3722 | 3.0% |
| n | 3722 | 3.0% |
Uppercase Letter
| Value | Count | Frequency (%) |
| P | 10326 | |
| F | 6366 | |
| A | 3722 | 18.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 146382 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 30502 | |
| r | 24136 | |
| i | 23058 | |
| P | 10326 | 7.1% |
| o | 10326 | 7.1% |
| p | 10326 | 7.1% |
| d | 7444 | 5.1% |
| F | 6366 | 4.3% |
| m | 6366 | 4.3% |
| l | 6366 | 4.3% |
| Other values (3) | 11166 | 7.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 146382 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 30502 | |
| r | 24136 | |
| i | 23058 | |
| P | 10326 | 7.1% |
| o | 10326 | 7.1% |
| p | 10326 | 7.1% |
| d | 7444 | 5.1% |
| F | 6366 | 4.3% |
| m | 6366 | 4.3% |
| l | 6366 | 4.3% |
| Other values (3) | 11166 | 7.6% |
tipo_contrato
Categorical
IMBALANCE  MISSING 
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 5191 |
| Missing (%) | 20.9% |
| Memory size | 193.8 KiB |
| Término Indefinido | |
|---|---|
| Término Definido | |
| Servicios | 157 |
| Jubilados | 143 |
Length
| Max length | 18 |
|---|---|
| Median length | 18 |
| Mean length | 17.634192 |
| Min length | 9 |
Characters and Unicode
| Total characters | 345542 |
|---|---|
| Distinct characters | 22 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 2 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Término Indefinido |
|---|---|
| 2nd row | Término Indefinido |
| 3rd row | Término Indefinido |
| 4th row | Término Indefinido |
| 5th row | Término Indefinido |
Common Values
| Value | Count | Frequency (%) |
| Término Indefinido | 17061 | |
| Término Definido | 2234 | 9.0% |
| Servicios | 157 | 0.6% |
| Jubilados | 143 | 0.6% |
| (Missing) | 5191 | 20.9% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| término | 19295 | |
| indefinido | 17061 | |
| definido | 2234 | 5.7% |
| servicios | 157 | 0.4% |
| jubilados | 143 | 0.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 58342 | |
| n | 55651 | |
| o | 38890 | |
| d | 36499 | |
| r | 19452 | 5.6% |
| e | 19452 | 5.6% |
| T | 19295 | 5.6% |
| Ă© | 19295 | 5.6% |
| f | 19295 | 5.6% |
| 19295 | 5.6% | |
| Other values (12) | 40076 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 287357 | |
| Uppercase Letter | 38890 | 11.3% |
| Space Separator | 19295 | 5.6% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| i | 58342 | |
| n | 55651 | |
| o | 38890 | |
| d | 36499 | |
| r | 19452 | 6.8% |
| e | 19452 | 6.8% |
| Ă© | 19295 | 6.7% |
| f | 19295 | 6.7% |
| m | 19295 | 6.7% |
| s | 300 | 0.1% |
| Other values (6) | 886 | 0.3% |
Uppercase Letter
| Value | Count | Frequency (%) |
| T | 19295 | |
| I | 17061 | |
| D | 2234 | 5.7% |
| S | 157 | 0.4% |
| J | 143 | 0.4% |
Space Separator
| Value | Count | Frequency (%) |
| 19295 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 326247 | |
| Common | 19295 | 5.6% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| i | 58342 | |
| n | 55651 | |
| o | 38890 | |
| d | 36499 | |
| r | 19452 | 6.0% |
| e | 19452 | 6.0% |
| T | 19295 | 5.9% |
| Ă© | 19295 | 5.9% |
| f | 19295 | 5.9% |
| m | 19295 | 5.9% |
| Other values (11) | 20781 | 6.4% |
Common
| Value | Count | Frequency (%) |
| 19295 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 326247 | |
| None | 19295 | 5.6% |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| i | 58342 | |
| n | 55651 | |
| o | 38890 | |
| d | 36499 | |
| r | 19452 | 6.0% |
| e | 19452 | 6.0% |
| T | 19295 | 5.9% |
| f | 19295 | 5.9% |
| 19295 | 5.9% | |
| m | 19295 | 5.9% |
| Other values (11) | 20781 | 6.4% |
None
| Value | Count | Frequency (%) |
| Ă© | 19295 |
aportes
Real number (ℝ)
ZEROS 
| Distinct | 819 |
|---|---|
| Distinct (%) | 3.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 84506.373 |
| Minimum | 0 |
|---|---|
| Maximum | 1463000 |
| Zeros | 3128 |
| Zeros (%) | 12.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 193.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 15500 |
| median | 31000 |
| Q3 | 155000 |
| 95-th percentile | 212500 |
| Maximum | 1463000 |
| Range | 1463000 |
| Interquartile range (IQR) | 139500 |
Descriptive statistics
| Standard deviation | 96940.637 |
|---|---|
| Coefficient of variation (CV) | 1.14714 |
| Kurtosis | 12.968855 |
| Mean | 84506.373 |
| Median Absolute Deviation (MAD) | 31000 |
| Skewness | 2.2477617 |
| Sum | 2.094575 Ă— 109 |
| Variance | 9.3974871 Ă— 109 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 15500 | 4629 | |
| 0 | 3128 | 12.6% |
| 155000 | 1600 | 6.5% |
| 6000 | 1396 | 5.6% |
| 16000 | 1092 | 4.4% |
| 170000 | 968 | 3.9% |
| 21500 | 827 | 3.3% |
| 166000 | 798 | 3.2% |
| 131000 | 773 | 3.1% |
| 143000 | 628 | 2.5% |
| Other values (809) | 8947 |
| Value | Count | Frequency (%) |
| 0 | 3128 | |
| 6000 | 1396 | |
| 7000 | 74 | 0.3% |
| 9000 | 1 | < 0.1% |
| 10000 | 144 | 0.6% |
| 11357 | 1 | < 0.1% |
| 11854 | 1 | < 0.1% |
| 12000 | 25 | 0.1% |
| 12500 | 1 | < 0.1% |
| 13000 | 22 | 0.1% |
| Value | Count | Frequency (%) |
| 1463000 | 1 | < 0.1% |
| 1300000 | 4 | |
| 1143429 | 1 | < 0.1% |
| 1125000 | 1 | < 0.1% |
| 1115000 | 2 | |
| 1000000 | 1 | < 0.1% |
| 975000 | 1 | < 0.1% |
| 963000 | 1 | < 0.1% |
| 920000 | 1 | < 0.1% |
| 891000 | 2 |
numero_creditos
Real number (ℝ)
| Distinct | 13 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.1631163 |
| Minimum | 1 |
|---|---|
| Maximum | 15 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 193.8 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 4 |
| Maximum | 15 |
| Range | 14 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.232528 |
|---|---|
| Coefficient of variation (CV) | 0.56979277 |
| Kurtosis | 1.6966851 |
| Mean | 2.1631163 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.0615887 |
| Sum | 53615 |
| Variance | 1.5191253 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 9799 | |
| 2 | 6420 | |
| 3 | 4743 | |
| 4 | 2708 | 10.9% |
| 5 | 900 | 3.6% |
| 6 | 162 | 0.7% |
| 7 | 29 | 0.1% |
| 9 | 10 | < 0.1% |
| 8 | 7 | < 0.1% |
| 12 | 4 | < 0.1% |
| Other values (3) | 4 | < 0.1% |
| Value | Count | Frequency (%) |
| 1 | 9799 | |
| 2 | 6420 | |
| 3 | 4743 | |
| 4 | 2708 | 10.9% |
| 5 | 900 | 3.6% |
| 6 | 162 | 0.7% |
| 7 | 29 | 0.1% |
| 8 | 7 | < 0.1% |
| 9 | 10 | < 0.1% |
| 10 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 15 | 1 | < 0.1% |
| 12 | 4 | < 0.1% |
| 11 | 1 | < 0.1% |
| 10 | 2 | < 0.1% |
| 9 | 10 | < 0.1% |
| 8 | 7 | < 0.1% |
| 7 | 29 | 0.1% |
| 6 | 162 | 0.7% |
| 5 | 900 | 3.6% |
| 4 | 2708 |
antiguedad_entidad
Real number (ℝ)
ZEROS 
| Distinct | 32 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.2287582 |
| Minimum | 0 |
|---|---|
| Maximum | 49 |
| Zeros | 418 |
| Zeros (%) | 1.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 193.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 2 |
| Q3 | 5 |
| 95-th percentile | 8 |
| Maximum | 49 |
| Range | 49 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.6921005 |
|---|---|
| Coefficient of variation (CV) | 0.83378822 |
| Kurtosis | 11.82301 |
| Mean | 3.2287582 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 2.1768567 |
| Sum | 80028 |
| Variance | 7.2474053 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 7580 | |
| 2 | 5156 | |
| 3 | 3318 | |
| 4 | 1982 | 8.0% |
| 5 | 1678 | 6.8% |
| 6 | 1577 | 6.4% |
| 7 | 1376 | 5.6% |
| 8 | 737 | 3.0% |
| 0 | 418 | 1.7% |
| 9 | 386 | 1.6% |
| Other values (22) | 578 | 2.3% |
| Value | Count | Frequency (%) |
| 0 | 418 | 1.7% |
| 1 | 7580 | |
| 2 | 5156 | |
| 3 | 3318 | |
| 4 | 1982 | 8.0% |
| 5 | 1678 | 6.8% |
| 6 | 1577 | 6.4% |
| 7 | 1376 | 5.6% |
| 8 | 737 | 3.0% |
| 9 | 386 | 1.6% |
| Value | Count | Frequency (%) |
| 49 | 1 | < 0.1% |
| 39 | 1 | < 0.1% |
| 38 | 1 | < 0.1% |
| 36 | 1 | < 0.1% |
| 31 | 1 | < 0.1% |
| 29 | 1 | < 0.1% |
| 27 | 1 | < 0.1% |
| 25 | 3 | |
| 23 | 5 | |
| 22 | 3 |
clase
Categorical
IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 193.8 KiB |
| Bueno | |
|---|---|
| Malo | 452 |
Length
| Max length | 5 |
|---|---|
| Median length | 5 |
| Mean length | 4.9817639 |
| Min length | 4 |
Characters and Unicode
| Total characters | 123478 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Malo |
|---|---|
| 2nd row | Malo |
| 3rd row | Malo |
| 4th row | Malo |
| 5th row | Malo |
Common Values
| Value | Count | Frequency (%) |
| Bueno | 24334 | |
| Malo | 452 | 1.8% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| bueno | 24334 | |
| malo | 452 | 1.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 24786 | |
| B | 24334 | |
| u | 24334 | |
| e | 24334 | |
| n | 24334 | |
| M | 452 | 0.4% |
| a | 452 | 0.4% |
| l | 452 | 0.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 98692 | |
| Uppercase Letter | 24786 | 20.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 24786 | |
| u | 24334 | |
| e | 24334 | |
| n | 24334 | |
| a | 452 | 0.5% |
| l | 452 | 0.5% |
Uppercase Letter
| Value | Count | Frequency (%) |
| B | 24334 | |
| M | 452 | 1.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 123478 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| o | 24786 | |
| B | 24334 | |
| u | 24334 | |
| e | 24334 | |
| n | 24334 | |
| M | 452 | 0.4% |
| a | 452 | 0.4% |
| l | 452 | 0.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 123478 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| o | 24786 | |
| B | 24334 | |
| u | 24334 | |
| e | 24334 | |
| n | 24334 | |
| M | 452 | 0.4% |
| a | 452 | 0.4% |
| l | 452 | 0.4% |
| cedula | oficina | categoria | tiempo_desembolso | monto | saldo | plazo | tasa | cuota | garantia | diasmora | forma_de_pago | reestructurado | edad | ocupacion | nivel_educativo | ingreso_total | egreso_total | estrato | antiguedad_empresa | estado_civil | sexo | personas | tipo_vivienda | tipo_contrato | aportes | numero_creditos | antiguedad_entidad | clase | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 6754 | Santa Fe | E | 63 | 500000.0 | 411775.0 | 18 | 3.1667 | 36868 | P | 1784 | 1 | 2 | 30 | Empleado | Bachillerato | 372315.0 | 0.0 | 3 | 6 | UniĂ³n Libre | Masculino | 0 | NaN | NaN | 69000.0 | 1 | 6 | Malo |
| 1 | 17922 | Usaquen | E | 65 | 2000000.0 | 1563604.0 | 24 | 3.2083 | 120761 | P | 1758 | 1 | 2 | 38 | Empleado | Bachillerato | 900000.0 | 0.0 | 2 | 8 | Soltero | Masculino | 0 | NaN | NaN | 0.0 | 1 | 6 | Malo |
| 2 | 167 | Chapinero | E | 60 | 800000.0 | 658843.0 | 18 | 3.1667 | 58990 | P | 1677 | 1 | 2 | 57 | Empleado | Técnico | 800000.0 | 0.0 | 4 | 14 | Soltero | Femenino | 0 | NaN | NaN | 82000.0 | 1 | 5 | Malo |
| 3 | 23093 | Santa Fe | E | 57 | 800000.0 | 744568.0 | 21 | 3.2083 | 52945 | P | 1670 | 1 | 2 | 28 | Empleado | Bachillerato | 325000.0 | 80000.0 | 3 | 8 | Casado | Masculino | 0 | Familiar | Término Indefinido | 82000.0 | 1 | 5 | Malo |
| 4 | 16530 | Chapinero | E | 58 | 14153655.0 | 13567368.0 | 48 | 2.8750 | 547318 | R | 1621 | 1 | 2 | 46 | Independiente | Universitario | 2500000.0 | 1500000.0 | 5 | 0 | Casado | Masculino | 2 | Propia | NaN | 300000.0 | 1 | 7 | Malo |
| 5 | 23667 | Usaquen | E | 62 | 1000000.0 | 569689.0 | 18 | 3.1667 | 73737 | P | 1587 | 1 | 2 | 38 | Empleado | Bachillerato | 401280.0 | 167000.0 | 3 | 5 | Separado | Femenino | 0 | Familiar | Término Indefinido | 69000.0 | 1 | 7 | Malo |
| 6 | 22882 | Santa Fe | E | 52 | 1500000.0 | 1168465.0 | 15 | 3.3000 | 128392 | P | 1440 | 1 | 2 | 56 | Desempleado | Bachillerato | 0.0 | 0.0 | 3 | 0 | Casado | Masculino | 3 | Familiar | NaN | 95000.0 | 1 | 5 | Malo |
| 7 | 15797 | Chapinero | E | 51 | 1000000.0 | 825327.0 | 18 | 3.3000 | 74565 | P | 1424 | 1 | 2 | 39 | Empleado | TecnolĂ³gico | 410000.0 | 0.0 | 3 | 9 | Soltero | Femenino | 0 | NaN | NaN | 0.0 | 1 | 5 | Malo |
| 8 | 22336 | Usme | E | 54 | 10000000.0 | 9931812.0 | 120 | 2.1742 | 247418 | R | 1416 | 1 | 2 | 46 | Independiente | Bachillerato | 1200000.0 | 0.0 | 3 | 0 | Casado | Masculino | 0 | NaN | NaN | 200000.0 | 1 | 5 | Malo |
| 9 | 5403 | Usaquen | E | 61 | 9642432.0 | 6980780.0 | 36 | 2.8333 | 430745 | R | 1407 | 1 | 2 | 44 | Independiente | Bachillerato | 1600000.0 | 0.0 | 2 | 0 | UniĂ³n Libre | Femenino | 0 | NaN | NaN | 373900.0 | 2 | 7 | Malo |
| cedula | oficina | categoria | tiempo_desembolso | monto | saldo | plazo | tasa | cuota | garantia | diasmora | forma_de_pago | reestructurado | edad | ocupacion | nivel_educativo | ingreso_total | egreso_total | estrato | antiguedad_empresa | estado_civil | sexo | personas | tipo_vivienda | tipo_contrato | aportes | numero_creditos | antiguedad_entidad | clase | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 24776 | 14 | Usaquen | A | 5 | 1600000.0 | 1211941.0 | 18 | 2.1742 | 108426 | P | 0 | 2 | 2 | 22 | Empleado | TecnolĂ³gico | 415000.0 | 100000.0 | 2 | 1 | Soltero | Masculino | 1 | Familiar | TĂ©rmino Definido | 15500.0 | 1 | 1 | Bueno |
| 24777 | 13 | Usme | A | 8 | 1200000.0 | 867291.0 | 24 | 2.1742 | 64761 | P | 0 | 1 | 2 | 37 | Independiente | Ninguno | 846000.0 | 350000.0 | 1 | 0 | UniĂ³n Libre | Masculino | 5 | Arrendada | TĂ©rmino Indefinido | 155000.0 | 3 | 7 | Bueno |
| 24778 | 12 | Usme | A | 3 | 1600000.0 | 1413681.0 | 21 | 2.1742 | 95746 | P | 0 | 1 | 2 | 27 | Empleado | Bachillerato | 609000.0 | 80008.0 | 4 | 2 | Soltero | Masculino | 0 | Familiar | Término Definido | 15500.0 | 1 | 1 | Bueno |
| 24779 | 11 | Usaquen | A | 2 | 6000000.0 | 5774787.0 | 36 | 2.1742 | 242048 | P | 0 | 1 | 2 | 32 | Independiente | Bachillerato | 2450000.0 | 1500000.0 | 3 | 0 | Casado | Masculino | 2 | Familiar | NaN | 212000.0 | 4 | 4 | Bueno |
| 24780 | 10 | Usaquen | A | 5 | 1500000.0 | 1243988.0 | 30 | 2.1700 | 67312 | P | 0 | 2 | 2 | 36 | Empleado | Bachillerato | 670000.0 | 350000.0 | 2 | 8 | Casado | Masculino | 3 | Propia | Término Indefinido | 21500.0 | 3 | 2 | Bueno |
| 24781 | 7 | Usaquen | A | 20 | 6000000.0 | 2719389.0 | 36 | 2.0000 | 210640 | P | 0 | 2 | 2 | 38 | Empleado | Bachillerato | 1200000.0 | 500000.0 | 3 | 11 | Casado | Masculino | 3 | Familiar | Término Indefinido | 6000.0 | 1 | 2 | Bueno |
| 24782 | 6 | Bosa | A | 8 | 12000000.0 | 10726957.0 | 48 | 2.0834 | 397891 | R | 0 | 1 | 2 | 39 | Empleado | Universitario | 5741200.0 | 2170147.0 | 6 | 7 | UniĂ³n Libre | Masculino | 1 | Familiar | TĂ©rmino Indefinido | 131000.0 | 3 | 4 | Bueno |
| 24783 | 5 | Tunjuelito | A | 14 | 2000000.0 | 966688.0 | 24 | 2.1742 | 108602 | P | 0 | 1 | 2 | 38 | Empleado | Universitario | 1047000.0 | 200000.0 | 3 | 8 | Soltero | Masculino | 0 | Propia | Término Indefinido | 0.0 | 3 | 7 | Bueno |
| 24784 | 4 | Santa Fe | A | 5 | 900000.0 | 684264.0 | 18 | 2.1742 | 60991 | P | 0 | 1 | 2 | 39 | Empleado | Bachillerato | 309000.0 | 0.0 | 3 | 11 | Soltero | Masculino | 0 | NaN | Término Indefinido | 0.0 | 1 | 1 | Bueno |
| 24785 | 3 | Usaquen | A | 3 | 600000.0 | 464362.0 | 12 | 2.1742 | 57366 | P | 0 | 1 | 2 | 30 | Empleado | TecnolĂ³gico | 806000.0 | 533600.0 | 3 | 3 | Casado | Masculino | 2 | Arrendada | TĂ©rmino Indefinido | 15500.0 | 1 | 1 | Bueno |